Technical details
library(GeoPressureR)
library(leaflet)
library(leaflet.extras)
library(raster)
library(dplyr)
library(ggplot2)
library(kableExtra)
library(plotly)
library(GeoLocTools)
setupGeolocation()
knitr::opts_chunk$set(echo = FALSE)
load(paste0("../data/1_pressure/", params$gdl_id, "_pressure_prob.Rdata"))
load(paste0("../data/2_light/", params$gdl_id, "_light_prob.Rdata"))
load(paste0("../data/3_static/", params$gdl_id, "_static_prob.Rdata"))
load(paste0("../data/4_basic_graph/", params$gdl_id, "_basic_graph.Rdata"))
load(paste0("../data/5_wind_graph/", params$gdl_id, "_wind_graph.Rdata"))
col <- rep(RColorBrewer::brewer.pal(8, "Dark2"), times = ceiling(max(pam$sta$sta_id) / 8))
All the results produced here are generated with (1) the raw geolocator data, (2) the labeled files of pressure and light and (3) the parameters listed below.
kable(gpr) %>% scroll_box(width = "100%")
| gdl_id | keep | crop_start | crop_end | thr_dur | extent_N | extent_W | extent_S | extent_E | map_scale | map_max_sample | map_margin | prob_map_s | prob_map_s_calib | prob_map_thr | shift_k | kernel_adjust | calib_lon | calib_lat | calib_1_start | calib_1_end | calib_2_start | calib_2_end | calib_2_lon | calib_2_lat | prob_light_w | thr_prob_percentile | thr_gs | thr_as | RingNo | scientific_name | common_name | mass | wing_span | Color | sta_id_winter |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26IL | 9 | 2020-07-14 | 2021-06-30 | 0 | 51 | -18 | 5 | 16 | 4 | 300 | 30 | 1 | 1.3 | 0.9 | 0 | 1.4 | 8.70603 | 46.5492 | 2020-07-14 | 2020-09-11 | 2021-05-08 | 2021-06-30 | NA | NA | 0.09 | 0.95 | 120 | 100 | N566945 | Oenanthe oenanthe | Northern wheatear | NA | NA | #EF553B | 14 |
The labeling of pressure data is illustrated with this figure. The black dots indicates the pressure datapoint not considered in the matching. Each stationary period is illustrated by a different colored line.
pressure_na <- pam$pressure %>%
mutate(obs = ifelse(isoutlier | sta_id == 0, NA, obs))
p <- ggplot() +
geom_line(data = pam$pressure, aes(x = date, y = obs), colour = "grey") +
# geom_point(data = subset(pam$pressure, isoutlier), aes(x = date, y = obs), colour = "black") +
# geom_line(data = pressure_na, aes(x = date, y = obs, color = factor(sta_id)), size = 0.5) +
geom_line(data = do.call("rbind", shortest_path_timeserie) %>% filter(sta_id > 0), aes(x = date, y = pressure0, col = factor(sta_id))) +
theme_bw() +
scale_colour_manual(values = col) +
scale_y_continuous(name = "Pressure(hPa)")
ggplotly(p, dynamicTicks = T) %>% layout(showlegend = F)
pressure_ts_bind <- do.call("rbind", shortest_path_timeserie) %>%
filter(!is.na(sta_id))
pam$pressure %>%
left_join(pressure_ts_bind %>% dplyr::select(c("date", "pressure0")), by = "date") %>%
mutate(diff = ifelse(is.na(pressure0), 0, obs - pressure0)) %>%
filter(sta_id > 0 & !isoutlier) %>%
group_by(sta_id) %>%
mutate(sta_id = paste0(sta_id, " (SD=", round(sd(diff), 2), " ; N=", n(), ")")) %>%
ggplot(aes(x = diff)) +
geom_histogram(aes(y = (..count..) / tapply(..count.., ..PANEL.., sum)[..PANEL..]), binwidth = .2) +
facet_wrap(~sta_id) +
scale_x_continuous(name = "Pressure Geolocator - best match ERA5 (hPa)") +
scale_y_continuous(name = "Normalized histogram")
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
lightImage(tagdata = raw_geolight, offset = 0)
tsimagePoints(twl$twilight,
offset = 0, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
abline(v = gpr$calib_2_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_2_end, lty = 2, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_end, lty = 2, col = "firebrick", lwd = 1.5)
The probability map resulting from light data alone can be seen below.
li_s <- list()
l <- leaflet(width = "100%") %>%
addProviderTiles(providers$Stamen.TerrainBackground) %>%
addFullscreenControl()
for (i_r in seq_len(length(light_prob))) {
i_s <- metadata(light_prob[[i_r]])$sta_id
info <- pam$sta[pam$sta$sta_id == i_s, ]
info_str <- paste0(i_s, " | ", info$start, "->", info$end)
li_s <- append(li_s, info_str)
l <- l %>% addRasterImage(light_prob[[i_r]], opacity = 0.8, colors = "OrRd", group = info_str)
}
l %>%
addCircles(lng = gpr$calib_lon, lat = gpr$calib_lat, color = "black", opacity = 1) %>%
addLayersControl(
overlayGroups = li_s,
options = layersControlOptions(collapsed = FALSE)
) %>%
hideGroup(tail(li_s, length(li_s) - 1))
We can compare light and pressure location at long stationary stopover (>5 days). By assuming the best match of the pressure to be the truth, we can plot the histogram of the zenith angle and compare to the fit of kernel density at the calibration site.
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
dur <- unlist(lapply(pressure_prob, function(x) difftime(metadata(x)$temporal_extent[2],metadata(x)$temporal_extent[1], units = "days" )))
long_id <- which(dur>5)
par(mfrow = c(2, 3))
for (i_s in long_id){
twl_fl <- twl %>%
filter(!deleted) %>%
filter(twilight>shortest_path_timeserie[[i_s]]$date[1] & twilight<tail(shortest_path_timeserie[[i_s]]$date,1))
sun <- solar(twl_fl$twilight)
z_i <- refracted(zenith(sun, shortest_path_timeserie[[i_s]]$lon[1], shortest_path_timeserie[[i_s]]$lat[1]))
hist(z_i, freq = F, main = paste0("sta_id=",i_s, " | ",nrow(twl_fl),"twls"))
lines(fit_z, col = "red")
xlab("Zenith angle")
}
Similarly, we can plot the line of sunrise/sunset at the best match of pressure (yellow line) and compare to the raw and labeled light data.
lightImage(
tagdata = raw_geolight,
offset = gpr$shift_k / 60 / 60
)
tsimagePoints(twl$twilight,
offset = gpr$shift_k / 60 / 60, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
for (ts in shortest_path_timeserie){
twl_fl <- twl %>%
filter(twilight>ts$date[1] & twilight<tail(ts$date,1))
if (nrow(twl_fl)>0){
tsimageDeploymentLines(twl_fl$twilight,
lon = ts$lon[1], ts$lat[1],
offset = gpr$shift_k / 60 / 60, lwd = 3,col = adjustcolor("orange", alpha.f = 0.5))
}
}
| …1 | sta_id_s | sta_id_t | flight_duration | as_m | as_s | gs_m | gs_s | ws_m | ws_s | dist_m | dist_s | ws_m_support | ws_m_drift | start_flight | end_flight | sunrise | sunset | as_sp | gs_sp | ws_sp | dist_sp | ws_sp_support | ws_sp_drift | alt_min | alt_max | alt_mean | alt_med | alt_sumdabsdiff | alt_sumposdiff | gdl_id |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 2 | 4.5 | 45.12684 | 7.699357 | 47.59807 | 8.924990 | 7.306054 | 1.8742216 | 214.19132 | 40.16245 | 2.9678015 | 6.676120 | 2020-09-10 18:30:00 | 2020-09-10 23:00:00 | 2020-09-11 04:35:55 | 2020-09-10 18:17:04 | 42.95123 | 45.191001 | 6.198175 | 203.35951 | 2.6093231 | 5.6221714 | 2611.02252 | 4387.7198 | 3423.8121 | 3346.2346 | 3.797248e+03 | 2255.7744888 | 26IL |
| 2 | 2 | 3 | 2.0 | 35.13200 | 16.944640 | 35.49125 | 16.706746 | 4.661648 | 1.9628818 | 70.98250 | 33.41349 | 0.6635775 | 4.614177 | 2020-09-11 18:00:00 | 2020-09-11 20:00:00 | 2020-09-12 04:37:45 | 2020-09-11 18:19:08 | 28.07729 | 27.782334 | 3.752254 | 55.56467 | -0.0431338 | 3.7520056 | 2401.30535 | 3460.9959 | 3018.0717 | 3144.4415 | 1.593267e+03 | 533.5763162 | 26IL |
| 3 | 3 | 4 | 6.0 | 94.20691 | 4.926342 | 99.68582 | 4.758000 | 15.774468 | 1.6132538 | 598.11494 | 28.54800 | 6.5764395 | 14.338211 | 2020-09-12 18:00:00 | 2020-09-13 00:00:00 | 2020-09-13 04:39:23 | 2020-09-12 18:16:37 | 97.05710 | 103.269581 | 14.871402 | 619.61748 | 7.0963959 | 13.0690385 | 222.78219 | 3763.2314 | 1941.3909 | 1584.4365 | 5.262030e+03 | 1413.8544764 | 26IL |
| 4 | 4 | 5 | 3.5 | 85.18337 | 9.875898 | 100.53283 | 9.597204 | 17.644566 | 1.0702466 | 351.86489 | 33.59022 | 15.7260744 | 8.001331 | 2020-09-13 19:00:00 | 2020-09-13 22:30:00 | 2020-09-14 04:49:28 | 2020-09-13 18:04:28 | 81.46064 | 97.702727 | 17.985151 | 341.95954 | 16.5474037 | 7.0462098 | 62.39886 | 1681.2252 | 1065.9077 | 1066.2195 | 3.112430e+03 | 2032.0246912 | 26IL |
| 5 | 5 | 6 | 12.0 | 37.34174 | 10.731390 | 65.01571 | 9.047854 | 41.184975 | 2.3353028 | 780.18858 | 108.57425 | 34.8288058 | 21.980819 | 2020-09-25 17:30:00 | 2020-09-26 05:30:00 | 2020-09-26 05:05:32 | 2020-09-25 17:51:06 | 39.65199 | 72.284204 | 41.908423 | 867.41045 | 37.4151017 | 18.8792509 | 230.53934 | 2421.5464 | 845.7293 | 756.0839 | 7.064001e+03 | 3210.8762344 | 26IL |
| 6 | 6 | 7 | 12.0 | 51.22079 | 19.893162 | 61.85445 | 19.740763 | 13.866949 | 2.9803719 | 742.25343 | 236.88915 | 11.2740185 | 8.073957 | 2020-09-26 17:30:00 | 2020-09-27 05:30:00 | 2020-09-27 05:13:24 | 2020-09-26 17:53:23 | 35.67458 | 46.209731 | 14.419071 | 554.51677 | 11.5838525 | 8.5862667 | 311.16417 | 2894.3226 | 1223.6625 | 770.2077 | 6.966603e+03 | 3581.1964183 | 26IL |
| 7 | 7 | 8 | 11.5 | 53.42417 | 19.447018 | 45.33577 | 18.707780 | 14.038087 | 4.1383844 | 521.36138 | 215.13948 | -6.6365027 | 12.370316 | 2020-09-27 18:00:00 | 2020-09-28 05:30:00 | 2020-09-28 05:13:45 | 2020-09-27 17:58:56 | 46.47545 | 40.920954 | 14.221542 | 470.59097 | -3.4602207 | 13.7941704 | 408.44626 | 4530.1083 | 2311.9055 | 1993.0802 | 1.048085e+04 | 5217.2122547 | 26IL |
| 8 | 8 | 9 | 6.0 | 31.80557 | 15.777779 | 42.96682 | 18.765532 | 21.013885 | 3.3562772 | 257.80091 | 112.59319 | 14.8502583 | 14.867858 | 2020-09-28 19:30:00 | 2020-09-29 01:30:00 | 2020-09-29 05:20:54 | 2020-09-28 17:57:58 | 25.70336 | 38.403896 | 17.420912 | 230.42337 | 14.5517127 | 9.5778825 | 403.09012 | 3832.0067 | 1603.1387 | 1420.3153 | 7.227556e+03 | 3629.4639193 | 26IL |
| 9 | 9 | 10 | 4.5 | 34.15655 | 14.789111 | 52.35748 | 18.674858 | 25.927844 | 4.6756423 | 235.60864 | 84.03686 | 21.4571859 | 14.554803 | 2020-09-29 20:30:00 | 2020-09-30 01:00:00 | 2020-09-30 05:29:01 | 2020-09-29 18:04:10 | 26.57687 | 50.553917 | 27.403024 | 227.49263 | 25.7180281 | 9.4609078 | 295.82028 | 1010.2604 | 776.1838 | 910.8920 | 2.454095e+03 | 1171.4754585 | 26IL |
| 10 | 10 | 11 | 3.0 | 31.62360 | 16.625351 | 30.00403 | 17.167722 | 19.104229 | 1.9164207 | 90.01208 | 51.50317 | 4.4187556 | 18.586182 | 2020-09-30 21:00:00 | 2020-10-01 00:00:00 | 2020-10-01 05:29:09 | 2020-09-30 18:11:24 | 26.09332 | 9.222896 | 21.109630 | 27.66869 | -8.1418706 | 19.4763039 | 244.80495 | 2275.3752 | 1263.6565 | 1161.1450 | 4.032587e+03 | 2002.0171669 | 26IL |
| 11 | 11 | 12 | 2.0 | 53.67868 | 18.006617 | 45.69394 | 21.854695 | 26.590964 | 1.6142130 | 91.38788 | 43.70939 | -0.9452600 | 26.574158 | 2020-10-01 23:30:00 | 2020-10-02 01:30:00 | 2020-10-02 05:32:21 | 2020-10-01 18:10:38 | 42.81084 | 42.159192 | 25.315215 | 84.31838 | 6.9437930 | 24.3442779 | 243.39175 | 1581.3703 | 692.5199 | 404.8812 | 2.666883e+03 | 1337.9785136 | 26IL |
| 12 | 12 | 13 | 1.5 | 38.08684 | 17.199775 | 39.13299 | 18.128744 | 4.073313 | 2.2656539 | 58.69948 | 27.19312 | 1.2441520 | 3.878655 | 2020-10-05 19:00:00 | 2020-10-05 20:30:00 | 2020-10-06 05:35:03 | 2020-10-05 18:10:26 | 30.50455 | 35.375515 | 6.933875 | 53.06327 | 5.2151638 | 4.5695399 | 242.62245 | 1614.1480 | 803.2752 | 678.1653 | 2.690868e+03 | 1371.5255265 | 26IL |
| 13 | 13 | 14 | 1.0 | 33.49898 | 15.085294 | 42.22259 | 21.691864 | 27.621195 | 0.8933315 | 42.22259 | 21.69186 | 16.8570419 | 21.880827 | 2020-10-12 10:00:00 | 2020-10-12 11:00:00 | 2020-10-12 05:37:14 | 2020-10-11 18:07:57 | 23.37225 | 26.531642 | 28.463887 | 26.53164 | 18.2397052 | 21.8519114 | 248.20466 | 249.0924 | 248.5006 | 248.2047 | 8.877791e-01 | 0.8877791 | 26IL |
| 14 | 14 | 15 | 8.5 | 32.23714 | 11.202116 | 31.30342 | 10.390311 | 16.625083 | 4.5700670 | 266.07907 | 88.31764 | 3.4670983 | 16.259539 | 2021-03-21 18:30:00 | 2021-03-22 03:00:00 | 2021-03-22 05:37:59 | 2021-03-21 18:39:22 | 27.24955 | 32.381274 | 19.482007 | 275.24083 | 10.5857078 | 16.3551641 | 237.84127 | 2429.8638 | 1660.5846 | 1845.8967 | 5.911561e+03 | 3038.5067879 | 26IL |
| 15 | 15 | 16 | 10.0 | 28.14609 | 12.509322 | 44.38172 | 19.073759 | 45.345213 | 6.0074208 | 443.81717 | 190.73759 | 36.4307958 | 26.999731 | 2021-03-22 18:30:00 | 2021-03-23 04:30:00 | 2021-03-23 05:28:58 | 2021-03-22 18:30:51 | 26.35666 | 22.606111 | 48.427168 | 226.06111 | 47.8090463 | 7.7126946 | 384.20835 | 5147.8907 | 3446.1291 | 3306.6213 | 1.219558e+04 | 6203.8245658 | 26IL |
| 16 | 16 | 17 | 6.5 | 30.50453 | 12.633950 | 32.06253 | 18.070610 | 25.310632 | 3.4697304 | 208.40646 | 117.45896 | 11.5104422 | 22.541912 | 2021-03-23 18:00:00 | 2021-03-24 00:30:00 | 2021-03-24 05:32:01 | 2021-03-23 18:23:17 | 26.33055 | 16.677430 | 24.968177 | 108.40330 | 6.2434364 | 24.1749743 | 566.86240 | 1024.1657 | 742.6747 | 711.0141 | 2.491505e+03 | 1210.0969654 | 26IL |
| 17 | 17 | 18 | 7.5 | 38.32701 | 15.095112 | 60.05750 | 16.354917 | 33.268972 | 3.6666602 | 450.43125 | 122.66188 | 27.0138452 | 19.418462 | 2021-03-24 18:30:00 | 2021-03-25 02:00:00 | 2021-03-25 05:42:35 | 2021-03-24 18:27:38 | 26.66967 | 44.477531 | 34.960908 | 333.58148 | 27.9831716 | 20.9572714 | 299.45156 | 825.4899 | 620.9416 | 618.4195 | 1.698015e+03 | 700.3692787 | 26IL |
| 18 | 18 | 19 | 2.5 | 31.55260 | 14.211586 | 35.34981 | 16.722978 | 14.971902 | 2.4362543 | 88.37453 | 41.80745 | 6.7638364 | 13.356960 | 2021-03-25 23:00:00 | 2021-03-26 01:30:00 | 2021-03-26 05:42:00 | 2021-03-25 18:38:26 | 26.14501 | 33.204120 | 14.594859 | 83.01030 | 9.5163171 | 11.0656951 | 266.80720 | 1557.3163 | 864.4505 | 758.7155 | 4.717633e+03 | 2378.2148754 | 26IL |
| 19 | 19 | 20 | 19.0 | 34.47635 | 10.314468 | 46.57863 | 13.367300 | 23.843151 | 8.5833947 | 884.99401 | 253.97870 | 16.6325858 | 17.083704 | 2021-04-04 18:30:00 | 2021-04-05 13:30:00 | 2021-04-05 05:15:25 | 2021-04-04 18:40:20 | 32.31311 | 49.864257 | 32.879961 | 947.42088 | 25.3026791 | 20.9968151 | 233.71401 | 3800.0737 | 1815.5431 | 1306.6843 | 1.033126e+04 | 5218.5616728 | 26IL |
| 20 | 20 | 21 | 11.0 | 30.52391 | 11.942926 | 36.30105 | 13.218733 | 14.293712 | 6.8679621 | 399.31158 | 145.40606 | 8.1315453 | 11.755347 | 2021-04-05 18:30:00 | 2021-04-06 05:30:00 | 2021-04-06 05:18:39 | 2021-04-05 18:33:13 | 30.18107 | 36.330827 | 7.283679 | 399.63910 | 6.3593933 | 3.5510706 | 243.51023 | 2690.9202 | 1796.0888 | 2009.9493 | 7.360204e+03 | 3636.9179884 | 26IL |
| 21 | 21 | 22 | 11.0 | 45.07262 | 13.075139 | 72.74487 | 13.072703 | 33.591963 | 5.7160034 | 800.19356 | 143.79973 | 30.1649774 | 14.781546 | 2021-04-08 18:30:00 | 2021-04-09 05:30:00 | 2021-04-09 05:04:18 | 2021-04-08 18:44:41 | 29.94167 | 56.477208 | 33.467214 | 621.24929 | 30.2177280 | 14.3855240 | 248.02299 | 3450.7274 | 2280.8495 | 2339.0131 | 8.201982e+03 | 4570.9650450 | 26IL |
| 22 | 22 | 23 | 1.5 | 34.77391 | 15.675047 | 49.25761 | 24.711618 | 34.782635 | 3.9474155 | 73.88641 | 37.06743 | 24.6349648 | 24.555044 | 2021-04-09 21:30:00 | 2021-04-09 23:00:00 | 2021-04-10 05:04:20 | 2021-04-09 18:46:19 | 30.20194 | 47.976299 | 29.244080 | 71.96445 | 23.3947239 | 17.5471690 | 1135.18311 | 2323.0432 | 1707.6330 | 1686.1528 | 2.292724e+03 | 1104.8643193 | 26IL |
| 23 | 23 | 24 | 1.5 | 33.35247 | 16.038846 | 34.15071 | 17.093765 | 19.318669 | 2.1071288 | 51.22607 | 25.64065 | 6.2530862 | 18.278673 | 2021-04-11 23:30:00 | 2021-04-12 01:00:00 | 2021-04-12 05:00:16 | 2021-04-11 18:50:36 | 30.00011 | 23.945136 | 19.138617 | 35.91770 | 0.8279265 | 19.1207012 | 1016.68546 | 1769.6671 | 1386.2205 | 1379.2648 | 1.455037e+03 | 752.9816328 | 26IL |
| 24 | 24 | 25 | 13.0 | 46.77860 | 15.985980 | 50.65283 | 15.346765 | 13.224389 | 2.2639938 | 658.48683 | 199.50794 | 5.4523734 | 12.048074 | 2021-04-23 19:00:00 | 2021-04-24 08:00:00 | 2021-04-24 04:37:19 | 2021-04-23 19:00:21 | 27.52238 | 32.012814 | 12.281785 | 416.16658 | 6.5314678 | 10.4010658 | 142.43321 | 2561.7290 | 1665.0934 | 1785.5989 | 8.560394e+03 | 3776.1119153 | 26IL |
| 25 | 25 | 26 | 9.5 | 35.22614 | 16.518789 | 47.20874 | 18.599922 | 17.399100 | 5.1395163 | 448.48300 | 176.69925 | 13.6681526 | 10.766164 | 2021-04-24 19:00:00 | 2021-04-25 04:30:00 | 2021-04-25 04:21:37 | 2021-04-24 19:08:36 | 24.53766 | 41.070270 | 16.543103 | 390.16757 | 16.5368344 | 0.4553737 | 69.03776 | 3401.6966 | 1890.7808 | 1705.8434 | 1.077716e+04 | 5386.5717627 | 26IL |
| 26 | 26 | 28 | 12.5 | 19.53331 | 9.656026 | 22.50134 | 11.748562 | 15.598667 | 7.5812435 | 281.26675 | 146.85702 | 8.1790324 | 13.282388 | 2021-04-25 19:00:00 | 2021-04-26 01:30:00 | 2021-04-26 04:01:00 | 2021-04-25 19:10:04 | 26.48852 | 28.893838 | 27.087730 | 361.17298 | 15.0024605 | 22.5537424 | NA | NA | NA | NA | NA | NA | 26IL |
| 27 | 28 | 31 | 11.5 | 12.86087 | 5.199985 | 18.38594 | 7.545220 | 11.162948 | 2.2372422 | 211.43826 | 86.77003 | 8.0836775 | 7.698414 | 2021-05-03 17:00:00 | 2021-05-04 02:00:00 | 2021-05-04 03:32:05 | 2021-05-03 19:09:08 | 14.25841 | 24.706092 | 13.091103 | 284.12006 | 11.7069428 | 5.8587099 | NA | NA | NA | NA | NA | NA | 26IL |
| 28 | 31 | 32 | 1.5 | 39.88277 | 14.228051 | 34.74703 | 14.596728 | 6.771646 | 2.1530288 | 52.12054 | 21.89509 | -4.8554383 | 4.720160 | 2021-05-05 23:00:00 | 2021-05-06 00:30:00 | 2021-05-06 03:40:13 | 2021-05-05 19:14:47 | 28.53769 | 18.526034 | 10.021336 | 27.78905 | -10.0064192 | 0.5465787 | 1330.77282 | 1991.9270 | 1728.3621 | 1795.3743 | 1.413017e+03 | 1037.0853895 | 26IL |
| 29 | 32 | 33 | 0.5 | 37.73646 | 15.640609 | 39.19387 | 24.704418 | 14.221762 | 3.2692795 | 19.59694 | 12.35221 | 4.0105472 | 13.644560 | 2021-05-06 13:00:00 | 2021-05-06 13:30:00 | 2021-05-07 03:40:26 | 2021-05-06 19:16:55 | 41.48032 | 55.580542 | 14.144056 | 27.79027 | 14.1113578 | 0.9611980 | 1415.41112 | 2014.2232 | 1714.8171 | 1714.8171 | 5.988120e+02 | 0.0000000 | 26IL |
| 30 | 33 | 34 | 1.0 | 29.90859 | 16.679628 | 27.30164 | 16.981306 | 5.408673 | 1.0162178 | 27.30164 | 16.98131 | -2.1956594 | 4.942957 | 2021-05-07 18:30:00 | 2021-05-07 19:30:00 | 2021-05-08 03:50:45 | 2021-05-07 19:16:33 | 20.25416 | 19.146616 | 5.206797 | 19.14662 | -0.4315993 | 5.1888780 | 1491.49389 | 2056.3858 | 1686.4042 | 1511.3331 | 5.648919e+02 | 564.8919071 | 26IL |